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  license: cc-by-nc-sa-4.0
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  ---
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+ language:
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+ - ko
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+ datasets:
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+ - kyujinpy/OpenOrca-ko-v3
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+ library_name: transformers
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+ pipeline_tag: text-generation
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  license: cc-by-nc-sa-4.0
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  ---
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+
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+ # **⭐My custom LLM 13B⭐**
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+
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+ ## Model Details
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+ **Model Developers**
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+ - Kyujin Han (kyujinpy)
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+
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+ **Model Architecture**
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+ - My custom LLM 13B is an auto-regressive language model based on the LLaMA2 transformer architecture.
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+
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+ **Base Model**
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+ - [beomi/llama-2-koen-13b](https://huggingface.co/beomi/llama-2-koen-13b)
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+
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+ **Training Dataset**
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+ - [kyujinpy/OpenOrca-ko-v3](https://huggingface.co/datasets/kyujinpy/OpenOrca-ko-v3).
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+
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+ ---
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+ # Model comparisons
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+ > Ko-LLM leaderboard(11/27; [link](https://huggingface.co/spaces/upstage/open-ko-llm-leaderboard))
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+
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+ | Model | Average | Ko-ARC | Ko-HellaSwag | Ko-MMLU | Ko-TruthfulQA | Ko-CommonGen V2 |
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+ | --- | --- | --- | --- | --- | --- | --- |
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+ | ⭐My custom LLM 13B-v1⭐ | **50.19** | **45.99** | 56.93 | 41.78 | 41.66 | **64.58** |
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+ | ⭐My custom LLM 13B-v4⭐ | 49.89 | 45.05 | **57.06** | **41.83** | **42.93** | 62.57 |
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+ | **⭐My custom LLM 13B-v8⭐** | 49.84 | 45.65 | 56.98 | 41.37 | 41.42 | 59.50 |
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+
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+ ---
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+ # Implementation Code
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+ ```python
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+ ### KO-Platypus
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+ import torch
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+
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+ repo = "PracticeLLM/Custom-KoLLM-13B-v8"
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+ OpenOrca = AutoModelForCausalLM.from_pretrained(
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+ repo,
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+ return_dict=True,
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+ torch_dtype=torch.float16,
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+ device_map='auto'
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+ )
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+ OpenOrca_tokenizer = AutoTokenizer.from_pretrained(repo)
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+ ```
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+
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+ # Hyperparameters
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+ - QLoRA
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+ - lora_target_modules '[gate_proj, down_proj, up_proj]'
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+ - lora_r 64